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A Security-Enhanced Image Communication Scheme Using Cellular Neural Network

In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-e...

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Detalles Bibliográficos
Autores principales: Wen, Heping, Xu, Jiajun, Liao, Yunlong, Chen, Ruiting, Shen, Danze, Wen, Lifei, Shi, Yulin, Lin, Qin, Liang, Zhonghao, Zhang, Sihang, Liu, Yuxuan, Huo, Ailin, Li, Tong, Cai, Chang, Wen, Jiaqian, Zhang, Chongfu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392563/
https://www.ncbi.nlm.nih.gov/pubmed/34441140
http://dx.doi.org/10.3390/e23081000
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author Wen, Heping
Xu, Jiajun
Liao, Yunlong
Chen, Ruiting
Shen, Danze
Wen, Lifei
Shi, Yulin
Lin, Qin
Liang, Zhonghao
Zhang, Sihang
Liu, Yuxuan
Huo, Ailin
Li, Tong
Cai, Chang
Wen, Jiaqian
Zhang, Chongfu
author_facet Wen, Heping
Xu, Jiajun
Liao, Yunlong
Chen, Ruiting
Shen, Danze
Wen, Lifei
Shi, Yulin
Lin, Qin
Liang, Zhonghao
Zhang, Sihang
Liu, Yuxuan
Huo, Ailin
Li, Tong
Cai, Chang
Wen, Jiaqian
Zhang, Chongfu
author_sort Wen, Heping
collection PubMed
description In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-enhanced image communication scheme based on cellular neural network (CNN) under cryptanalysis. First, the complex characteristics of CNN are used to create pseudorandom sequences for image encryption. Then, a plain image is sequentially confused, permuted and diffused to get the cipher image by these CNN-based sequences. Based on cryptanalysis theory, a security-enhanced algorithm structure and relevant steps are detailed. Theoretical analysis and experimental results both demonstrate its safety performance. Moreover, the structure of image cipher can effectively resist various common attacks in cryptography. Therefore, the image communication scheme based on CNN proposed in this paper is a competitive security technology method.
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spelling pubmed-83925632021-08-28 A Security-Enhanced Image Communication Scheme Using Cellular Neural Network Wen, Heping Xu, Jiajun Liao, Yunlong Chen, Ruiting Shen, Danze Wen, Lifei Shi, Yulin Lin, Qin Liang, Zhonghao Zhang, Sihang Liu, Yuxuan Huo, Ailin Li, Tong Cai, Chang Wen, Jiaqian Zhang, Chongfu Entropy (Basel) Article In the current network and big data environment, the secure transmission of digital images is facing huge challenges. The use of some methodologies in artificial intelligence to enhance its security is extremely cutting-edge and also a development trend. To this end, this paper proposes a security-enhanced image communication scheme based on cellular neural network (CNN) under cryptanalysis. First, the complex characteristics of CNN are used to create pseudorandom sequences for image encryption. Then, a plain image is sequentially confused, permuted and diffused to get the cipher image by these CNN-based sequences. Based on cryptanalysis theory, a security-enhanced algorithm structure and relevant steps are detailed. Theoretical analysis and experimental results both demonstrate its safety performance. Moreover, the structure of image cipher can effectively resist various common attacks in cryptography. Therefore, the image communication scheme based on CNN proposed in this paper is a competitive security technology method. MDPI 2021-07-31 /pmc/articles/PMC8392563/ /pubmed/34441140 http://dx.doi.org/10.3390/e23081000 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wen, Heping
Xu, Jiajun
Liao, Yunlong
Chen, Ruiting
Shen, Danze
Wen, Lifei
Shi, Yulin
Lin, Qin
Liang, Zhonghao
Zhang, Sihang
Liu, Yuxuan
Huo, Ailin
Li, Tong
Cai, Chang
Wen, Jiaqian
Zhang, Chongfu
A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title_full A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title_fullStr A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title_full_unstemmed A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title_short A Security-Enhanced Image Communication Scheme Using Cellular Neural Network
title_sort security-enhanced image communication scheme using cellular neural network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392563/
https://www.ncbi.nlm.nih.gov/pubmed/34441140
http://dx.doi.org/10.3390/e23081000
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